{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 301 Regression\n",
    "\n",
    "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n",
    "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n",
    "\n",
    "Dependencies:\n",
    "* torch: 1.0.0\n",
    "* matplotlib\n",
    "\n",
    "https://ptorch.com/docs/4/pytorch-video-regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<torch._C.Generator at 0x7f69a182ea10>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.manual_seed(1)    # reproducible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# unsqueeze() 将一维数据变成二维的\n",
    "x = torch.unsqueeze(torch.linspace(-1, 1, 100), dim=1)  # x data (tensor), shape=(100, 1)\n",
    "y = x.pow(2) + 0.2*torch.rand(x.size())                 # noisy y data (tensor), shape=(100, 1)\n",
    "\n",
    "plt.scatter(x.numpy(), y.numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "建立一个神经网络，可以直接运用 torch 中的体系。先定义每层的属性(init())，然后再根据前向传递搭建(forward(x))层与层的关系连接。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Net(torch.nn.Module):\n",
    "    def __init__(self, n_feature, n_hidden, n_output):\n",
    "        super(Net, self).__init__()\n",
    "        self.hidden = torch.nn.Linear(n_feature, n_hidden)   # hidden layer\n",
    "        self.predict = torch.nn.Linear(n_hidden, n_output)   # output layer\n",
    "\n",
    "    def forward(self, x): # x为输入数据\n",
    "        x = F.relu(self.hidden(x))      # activation function for hidden layer\n",
    "        x = self.predict(x)             # linear output\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (hidden): Linear(in_features=1, out_features=10, bias=True)\n",
      "  (predict): Linear(in_features=10, out_features=1, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "net = Net(n_feature=1, n_hidden=10, n_output=1)     # define the network\n",
    "print(net)  # net architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# net.parameters() 包含所有需要学习的参数\n",
    "optimizer = torch.optim.SGD(net.parameters(), lr=0.2)\n",
    "loss_func = torch.nn.MSELoss()  # this is for regression mean squared loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用交叉熵损失函数时会自动把label转化成onehot，所以不用手动转化，而使用MSE需要手动转化成onehot编码。\n",
    "\n",
    "转化方法为：https://discuss.pytorch.org/t/convert-int-into-one-hot-format/507/3\n",
    "\n",
    "回归常使用的损失函数为`mean squared loss`，分类常使用的损失函数为`cross entropy loss`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.ion()   # something about plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for t in range(150):\n",
    "    # 调用了Net类的__CALL__方法\n",
    "    prediction = net(x)     # input x and predict based on x\n",
    "\n",
    "    loss = loss_func(prediction, y)     # order must be (1. nn output, 2. target)\n",
    "\n",
    "    optimizer.zero_grad()   # clear gradients for next train\n",
    "    loss.backward()         # backpropagation, compute gradients\n",
    "    optimizer.step()        # 使用梯度优化参数\n",
    "\n",
    "    if t % 10 == 0:\n",
    "        # plot and show learning process\n",
    "        plt.cla()\n",
    "        plt.scatter(x.numpy(), y.numpy())\n",
    "        plt.plot(x.numpy(), prediction.detach().numpy(), 'r-', lw=5)\n",
    "        plt.text(0.5, 0, 'Loss=%.4f' % loss.detach().numpy(), fontdict={'size': 20, 'color':  'red'})\n",
    "        plt.show()\n",
    "        plt.pause(0.1)\n",
    "\n",
    "plt.ioff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
